Methods, systems, and apparatus, including computer program products, for reducing artifacts in a color sequential display system. A frame of a digital image is displayed by receiving frame data, determining dither patterns, applying the dither patterns to the data, and displaying the dithered data. Each pixel of a frame of a digital image is displayed by receiving pixel data, grouping the pixel data for the color channels of the image into a plurality of sub-groups of pixel data; and displaying the pixel according to a sequence that separates each pair of sub-groups for a color channel by a sub-group for another color channel. modified pixel data can be generated by replacing parent bits in the pixel data with corresponding pluralities of divided child bits, where all the child bits for a given parent bit have a divided weight that adds up to the parent bit's weight.
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1. A method for displaying a digital image, the method comprising:
receiving frame data for a frame of the digital image to be displayed;
determining two or more dither patterns for the frame;
applying each of the dither patterns to the frame data, resulting in a sequence of dithered sub-frames; and
displaying the dithered sub-frames in sequence, by operation of an image processor, in place of the frame.
13. A display system, comprising:
an image processor configured to display a frame of a digital image, the image processor configured to perform operations comprising:
receiving frame data for the frame;
determining two or more dither patterns for the frame;
applying each of the dither patterns to the frame data, resulting in a sequence of dithered sub-frames; and
displaying the frame by displaying the dithered sub-frames in sequence, in place of the frame.
8. A method for displaying a digital image, the method comprising:
receiving pixel data of the digital image to be displayed for a pixel and each respective color channel in a plurality of color channels, where the data for each pixel comprises a plurality of bits and where each bit in the plurality of bits has a weight;
grouping the pixel data for each color channel into a plurality of sub-groups of pixel data; and
displaying the pixel, by operation of an image processor, according to a sequence for the sub-groups of pixel data, where each pair of sub-groups for a color channel is separated by at least a sub-group for another color channel in the sequence.
20. A display system, comprising:
an image processor configured to display a pixel of a frame of a digital image, the image processor configured to perform operations comprising:
receiving pixel data for the pixel and each respective color channel in a plurality of color channels, where the data for each pixel comprises a plurality of bits and where each bit in the plurality of bits has a weight;
grouping the pixel data for each color channel into a plurality of sub-groups of pixel data; and
displaying the pixel according to a sequence for the sub-groups of pixel data, where each pair of sub-groups for a color channel is separated by at least a sub-group for another color channel in the sequence.
10. A method for displaying a digital image, the method comprising:
receiving pixel data of the digital image to be displayed for the pixel and a color channel, where the pixel data comprises an initial plurality of bits, each bit having a value and a weight;
generating a modified plurality of bits corresponding to the initial plurality of bits where one or more parent bits in the initial plurality of bits is replaced by a plurality of child bits corresponding to the parent bit, where each child bit has a value equal to the value of the parent bit and a divided weight proportionate to the weight of the parent bit, and where the divided weights of all child bits corresponding to the parent bit add up to the weight of the parent bit; and
displaying the pixel, by operation of an image processor, according to the modified plurality of bits and an order for the modified plurality of bits.
22. A display system, comprising:
an image processor configured to display a pixel of a digital image, the image processor configured to perform operations comprising:
receiving pixel data for the pixel and a color channel, where the pixel data comprises an initial plurality of bits, each bit having a value and a weight;
generating a modified plurality of bits corresponding to the initial plurality of bits where one or more parent bits in the initial plurality of bits is replaced by a plurality of child bits corresponding to the parent bit, where each child bit has a value equal to the value of the parent bit and a divided weight proportionate to the weight of the parent bit, and where the divided weights of all child bits corresponding to the parent bit add up to the weight of the parent bit; and
displaying the pixel according to the modified plurality of bits and an order for the modified plurality of bits.
2. The method of
3. The method of
4. The method of
5. The method of
grouping the pixel data for the pixel and each respective color channel into a plurality of sub-groups of pixel data; and
displaying the pixel according to a sequence for the sub-groups of pixel data, where each pair of sub-groups for a color channel is separated by at least a sub-group for another color channel in the sequence.
6. The method of
generating a modified plurality of bits corresponding to the initial plurality of bits where one or more parent bits in the initial plurality of bits is replaced by a plurality of child bits corresponding to the parent bit, where each child bit has a value equal to a value of the parent bit and a divided weight that is proportionate to the weight of the parent bit, and where the divided weights of the child bits corresponding to the parent bit add up to the weight of the parent bit; and
displaying the pixel according to the modified plurality of bits and an order for the modified plurality of bits.
7. The method of
9. The method of
generating a sequence of sub-frames for the frame; and
displaying the pixel according to the sequence of sub-frames.
11. The method of
12. The method of
generating a modified plurality of bits for the pixel for each color channel in a plurality of color channels;
grouping the bits in each modified plurality of bits into a plurality of sub-groups of bits according to the order for each modified plurality of bits, where each sub-group includes one or more bits; and
displaying the pixel according to a sequence for the sub-groups of bits, where each pair of sub-groups for a color channel is separated by at least a sub-group for another color channel in the sequence.
14. The display system of
15. The display system of
16. The display system of
17. The display system of
grouping the pixel data for the pixel and each respective color channel into a plurality of sub-groups of pixel data; and
displaying the pixel according to a sequence for the sub-groups of pixel data, where each pair of sub-groups for a color channel is separated by at least a sub-group for another color channel in the sequence.
18. The display system of
generating a modified plurality of bits corresponding to the initial plurality of bits where one or more parent bits in the initial plurality of bits is replaced by a plurality of child bits corresponding to the parent bit, where each child bit has a value equal to a value of the parent bit and a divided weight that is proportionate to the weight of the parent bit, and where the divided weights of the child bits corresponding to the parent bit add up to the weight of the parent bit; and
displaying the pixel according to the modified plurality of bits and an order for the modified plurality of bits.
19. The display system of
21. The display system of
generating a sequence of sub-frames for the frame; and
displaying the pixel according to the sequence of sub-frames.
23. The display system of
24. The display system of
generating a modified plurality of bits for the pixel for each color channel in a plurality of color channels;
grouping the bits in each modified plurality of bits into a plurality of sub-groups of bits according to the order for each modified plurality of bits, where each sub group includes one or more bits; and
displaying the pixel according to a sequence for the sub-groups of bits, where each pair of sub-groups for a color channel is separated by at least a sub-group for another color channel in the sequence.
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This specification relates to projection display technologies.
Projection display technologies display an image by projecting light corresponding to color channels of the image. A commonly used projection device is a micro-mirror display device that displays the pixels of an image by tilting micro-mirrors to project light to the display (to display the pixel) or to deflect light away from the display (to not display the pixel). The mirrors are tilted using digital control signals derived from bit plane data for the image according to a pulse width modulation scheme. The amount of time that the mirrors are turned on and off controls the intensity for a given pixel and a given color. Traditional micro-mirror displays are color sequential, that is, they project light corresponding to the color channels of an image (e.g., red, green, blue) in sequence. For example, the micro-mirror display device can adjust the mirrors for each bit of data for the red channel and project red light, then adjust the mirrors for each bit of the green channel and project green light, and then adjust the mirrors for each bit of the blue channel and project blue light.
Traditional micro-mirror displays and other projection devices can have artifacts such as color break-up, motion contour, static contour, and jitter. Color break-up occurs most commonly in areas of high contrast in an image, for example, the borders between dark and light areas of the image. When a viewer moves his or her eyes rapidly from left to right across a display screen, or when the areas of light and dark move on the display screen, a viewer may observe a rainbow shadow in the image. This rainbow is a result of the way that the viewer's retina processes the individual bursts of red, green, and blue light.
Motion contour occurs most commonly when objects having a gradual gradation in color (for example, a human face), move against the background of the image, or when a viewer's eye moves across a screen displaying objects having a gradual gradation in color. The motion on the screen can cause a viewer to observe non-existent darker or brighter shadows in the image. The shadows result from the patterns of light produced according to the pulse width modulation scheme.
Static contour occurs when the pixel data for the pixels in the image does not have sufficient bit width (i.e., does not include enough bits) to represent all of the colors in a gradation of colors in the image. When this occurs, the viewer sees edges in the image in places where there should not be edges. Traditional systems decrease static contour by applying a sequence of dither patterns to a sequence of frames of the image. However, jitter can occur when the dither pattern applied to the pixels of an image is noticeable, for example, because the dithering speed is not fast enough given the response time of the screen, or because of visible differences in the intensity values of one or more pixels being dithered. Increasing the dither bit width and the number of frames over which a sequence of patterns is applied reduces static contour, but increases jitter.
This specification describes technologies relating to dithering between sub-frames and grouping pixel data in a color sequential display system.
In general, one aspect of the subject matter described in this specification can be embodied in a method for displaying a frame of a digital image on a display system that includes the acts of receiving frame data for the frame; determining two or more dither patterns for the frame; applying each of the dither patterns to the frame data, resulting in a sequence of dithered sub-frames; and displaying the frame by displaying the dithered sub-frames in sequence, in place of the frame. Other implementations include corresponding systems, apparatus, computer program products, and computer storage media.
These and other implementations can optionally include one or more of the following features. Determining the dither patterns for each frame can include obtaining dither patterns corresponding to a frame count for the frame and a sub-frame count for each dithered sub-frame. Each dither pattern can be one of a series of temporal and spatial constant dither patterns generated from a dither ordering table. Each dithered sub-frame can be represented as respective pixel data for each respective pixel in the sub-frame and a respective color channel in a plurality of color channels.
Displaying the dithered sub-frames in sequence can include performing the following for each respective pixel: grouping the pixel data for the pixel and each respective color channel into a plurality of sub-groups of pixel data and displaying the pixel according to a sequence for the sub-groups of pixel data, where each pair of sub-groups for a color channel is separated by at least a sub-group for another color channel in the sequence.
The pixel data for each respective pixel and each respective color channel can include an initial plurality of bits, each bit having a value and a weight, and grouping the pixel data for each color channel into a plurality of sub-groups of pixel data can include generating a modified plurality of bits corresponding to the initial plurality of bits where one or more parent bits in the initial plurality of bits is replaced by a plurality of child bits corresponding to the parent bit, where each child bit has a value equal to a value of the parent bit and a divided weight that is proportionate to the weight of the parent bit, and where the divided weights of the child bits corresponding to the parent bit add up to the weight of the parent bit; and displaying the pixel according to the modified plurality of bits and an order for the modified plurality of bits.
A color lookup table can be used to determine a color value for pixels in the frame before a respective dither pattern for each sub-frame is determined.
In general, another aspect of the subject matter described in this specification can be embodied in a method for displaying a pixel of a frame of a digital image on a display system that includes the acts of receiving pixel data for the pixel and each respective color channel in a plurality of color channels, where the data for each pixel comprises a plurality of bits and where each bit in the plurality of bits has a weight; grouping the pixel data for each color channel into a plurality of sub-groups of pixel data; and displaying the pixel according to a sequence for the sub-groups of pixel data, where each pair of sub-groups for a color channel is separated by at least a sub-group for another color channel in the sequence. Other implementations include corresponding systems, apparatus, computer program products, and computer storage media.
These and other implementations can optionally include one or more of the following features. Displaying the pixel can further include generating a sequence of sub-frames for the frame and displaying the pixel according to the sequence of sub-frames.
In general, another aspect of the subject matter described in this specification can be embodied in a method for displaying a pixel of a frame of a digital image on a display system that includes the acts of receiving pixel data for the pixel and a color channel, where the pixel data comprises an initial plurality of bits, each bit having a value and a weight; generating a modified plurality of bits corresponding to the initial plurality of bits where one or more parent bits in the initial plurality of bits is replaced by a plurality of child bits corresponding to the parent bit, where each child bit has a value equal to the value of the respective parent bit and a divided weight proportionate to the weight of the respective parent bit, and where the divided weights of all child bits corresponding to the parent bit add up to the weight of the parent bit; and displaying the pixel according to the modified plurality of bits and an order for the modified plurality of bits.
These and other implementations can optionally include one or more of the following features. The order can separate two bits with a weight above a first threshold by at least one bit with a weight below a second threshold. Displaying the pixel according to the modified plurality of bits can include generating a modified plurality of bits for the pixel for each color channel in a plurality of color channels; grouping the bits in each modified plurality of bits into a plurality of sub-groups of bits according to the order for each modified plurality of bits, where each sub-group includes one or more bits; and displaying the pixel according to a sequence for the sub-groups of bits, where each pair of sub-groups for a color channel is separated by at least a sub-group for another color channel in the sequence.
Particular embodiments of the subject matter described in this specification can be implemented so as to realize one or more of the following advantages. Color break-up in an image can be reduced. Motion contour in an image can be reduced. Static contour in an image can be reduced. Jitter in an image can be reduced. The number of bit planes needed to represent an image can be reduced.
The details of one or more embodiments of the subject matter described in this specification are set forth in the accompanying drawings and the description below. Other features, aspects, and advantages of the invention will become apparent from the description, the drawings, and the claims.
Like reference numbers and designations in the various drawings indicate like elements.
The system 100 converts the video data into bit plane data to be used by the sequence display device 116 as follows. The video data is decoded by a video decoder 104. The video decoder 104 converts the video data into decoded video data including multiple signals, one corresponding to each color channel of the image. For example, the decoded video data can include three eight-bit signals corresponding to the red, green, and blue color channels of an image. The decoded video data is then sent to a video data processor 106. The video data processor processes the decoded video data and applies various effects to the data, for example, scaling, color management, and removal of keystone effects. For example, the output of the video data processor can be red, green, and blue data, each in an eight to ten bit format. The system then uses a color lookup table 108 to identify color values for each color channel of each pixel of the image. For example, the output of the color lookup table can be red, green, and blue data, each in a twelve to sixteen bit format. The system then sends the output from the color lookup table to an image processor 118, including a dither processor 110, frame buffer 112, and pulse width modulator 114. The dither processor 110 generates data for two, three, or more dithered sub-frames for each frame of the video and for each color channel. The dithering can reduce the number of bits used for the color channel data, for example, by reducing the format to six to eight bits. The dithered data is then stored in a frame buffer 112 and processed by a pulse width modulator 114. The pulse width modulator receives bit plane data, generates a pulse width modulation signal (e.g., corresponding to bit plane data), and sends the signal to the sequence display device 116. The sequence display device 116 displays all of the multiple dithered sub-frames corresponding to a frame in sequence, during the time the frame would normally be displayed (e.g., 60 Hertz or 50 Hertz).
Dithering over a series of sub-frames can result in a smoother image by reducing jitter by increasing dithering speed by increasing the number of sub-frames in the sequence of dither patterns without requiring different frames to also be dithered as part of the sequence. Displaying a sequence of sub-frames instead of their corresponding frames also increases the frequency with which colors are projected onto the screen, and can help reduce color break-up effects and motion contour.
The red dither processor 402 processes the current frame using a number of (i.e., three) dither sub-processors (dither sub-processor A 410, dither sub-processor B 412, and dither sub-processor C 414). Each dither sub-processor generates dithered sub-frame data corresponding to the frame of the image by applying a different dither pattern to the data for the frame. Each dither pattern is generated from a sub-frame count derived from the frame count. The red dither processor 402 processes each pixel of the frame in sequence, for example, as the system performs video display scanning. However, other processors are possible, for example, processors that process all (or a subset) of the pixels of a frame in parallel.
The red dither processor 402 includes multiple dither sub-processors, one for each sub-frame that is generated from a given frame. In
Each dither sub-processor A-C then outputs pixel data (RDO1, RDO2, RDO3) for its corresponding dithered sub-frame.
An adder 514 adds one to the upper data 504. In some implementations, the adder 514 only adds one to the upper data when the upper data value is less than the maximum value possible for the number of bits used to represent the upper data (e.g., fifteen for four bits, thirty-one for five bits, etc.).
A multiplexer 516 in the dither sub-processor 410 receives the upper data 504 and the output of the adder 514. The multiplexer 516 selects between the two inputs based on a control signal (hi_sel) it receives from the dither pattern generator 518. The dither pattern generator 518 generates the control signal based on the horizontal count 510, the vertical count 512, the lower data 506, the sub-frame count 508, and a dither ordering table 520, for example, the dither ordering table 602 shown in
The value identified by the dither pattern generator 518 (i.e., the control signal hi_sel) is then provided to the multiplexer. If the value is zero, the original upper data is output as the dithered data out (DDO) 522. If the value is one, the signal received from the adder 514 is output as the dithered data out 522.
Other implementations of the dither sub-processor are also possible. For example, the dither pattern can be retrieved from a sequence of pre-defined dither patterns stored in memory, such as one of the patterns in the sequences shown in
For example, when LDT=1, the dither pattern is generated by placing a one in the cell of the dither pattern corresponding to the number in the cell of the dither ordering table 602, and by placing zeroes in all other cells. For example, sub-frame count (SFC) zero is in the upper left hand corner of the table 602 (
As another example, when LDT=2, the dither pattern is generated by placing two ones in each dither pattern, starting from locations zero and one in the dither ordering table 602 and iterating through the other locations in pairs of two. Similarly, when LDT=15, fifteen ones are placed in the dither pattern, starting from locations zero to fourteen in the dither ordering table 602, and iterating through the other locations.
The dither pattern generator can generate a value for a particular location in the dither pattern without generating the entire pattern. For example, if LDT=1, SFC=0, and the value in the upper left hand corner of the pattern (at horizontal count zero, vertical count zero) is desired, the value can be generated by locating the cell in the dither ordering table 602 corresponding to horizontal count zero, vertical count zero, retrieving the number from that cell (i.e., the number zero), and determining whether the dither pattern corresponding to LDT=1, SFC=0 should have a one or a zero at the location based on the retrieved number. When LDT=1 and SFC=0, the dither pattern has a one in the location numbered zero, and therefore, the value one is generated. This technique is described in more detail below with reference to
The dither pattern generator 802 consists of two multipliers 804, a RAM table 806 (e.g., a dither ordering table, such as the dither ordering table 602), and a comparator 808. The two multipliers 804 receive the lower data and the sub-frame count and calculate two values, the sub-frame count multiplied by the lower data, and the sub-frame count plus one multiplied by the lower data. In some implementations, the two multipliers 804 output the products modulo two raised to the number of bits of the lower data. For example, if the lower data is four bits, the two multipliers 804 can output the products modulo sixteen (24). The dither pattern generator 802 provides these two values to the comparator 808, along with the value, Seq_No, stored in the RAM table at the location specified by the horizontal count and vertical count. The comparator then uses internal logic to determine whether to output a zero or a one.
Returning to
While
Each color channel has a respective dither processor (i.e., the red dither processor 402, the green dither processor 1304, and the blue dither processor 1306). Each dither processor receives data input corresponding to the pixel data for its respective channel, generates multiple dithered sub-frames, for example, as described above with reference to
The image processor receives data for a frame (step 1502), for example, from a video data source 102. In some implementations, the image processor can process the frame data using one or more of a video decoder, a video data processor, and a color lookup table.
The image processor determines two or more dither patterns for the frame (step 1504). The image processor can determine the dither patterns, for example, by determining a dither pattern value for each pixel in the frame, as described above with reference to
The image processor applies each dither pattern to the frame, resulting in a sequence of dithered sub-frames (step 1506). In some implementations, the dither pattern value for each pixel is applied by a number of dither sub-processors each corresponding to a single dithered sub-frame, for example, as described above with reference to
The image processor then displays the dithered sub-frames in sequence (step 1508), for example, by storing the dithered sub-frame data in a frame buffer, generating bit plane data from the frame buffer using a pulse width modulator, and providing the bit plane data to a display device. The sequence of dithered sub-frames is displayed in place of the frame.
In addition to reducing motion contour and jitter, the sub-frame dithering described above with reference to
Typical display systems project light corresponding to each pixel in the pixel data for a given color channel in turn. For example, a typical display system displays a pixel according to a frame buffer such as the frame buffer 1602 that stores the three red bits that are the pixel data for the red channel (RB0, RB1, RB2) together, stores the three green bits that are the pixel data for the green channel (GB0, GB1, GB2) together, and stores the three blue bits that are the pixel data for the blue channel (BB0, BB1, and BB2) together. The system retrieves data from the frame buffer in sequence, resulting in the display of light corresponding to all of the red bits, then all of the green bits, and then all of the blue bits.
The display of light corresponding to all the red bits, all the green bits, and all the blue bits increases the color break-up effect by causing relatively long flashes of red, green, and blue light, that can more easily be detected by the human eye. This effect can be reduced by separating the display of the bits of one color channel with the bits of another color channel, for example, by identifying sub-groups for the bits of the pixel data (each sub-group including one or more bits) and ordering the pixel data based on sub-group, not just color channel.
For example, in
Alternatively, the system can store the data in the traditional order (e.g., as shown in the frame buffer 1602) and provide the data to the display device in the order illustrated in the grouped frame buffer 1604. For example, a pulse width modulator can reorder the data as appropriate.
While
In contrast to the frame buffer 1308 shown in
Generally speaking, a bit of pixel data is weighted if it corresponds to a weighted bit plane, for example, a binary weighted bit plane. Each bit in the pixel data shown in
The effect that the grouping illustrated in
As shown in
The system then calculates a divided weight for each of the child bits, for example, by dividing the weight of the parent pixel data bit that a child bit corresponds to by the total number of child bits for the parent bit. Other algorithms for calculating the divided weight can also be used, provided that the divided weights of all of the divided bits for a given parent bit sum to the undivided weight of the parent bit.
Once the system has divided the pixel data and determined the divided weights for each divided bit, the system groups the divided pixel data. Various methods of grouping can be used. In some implementations, bits with higher weights are grouped with bits with lower weights, to approximately equalize the weight assigned to each group. For example, in
As shown in
While
The system receives pixel data for the pixel and the color channels of the image (step 2002). The pixel data can be received, for example, from a dither processor corresponding to each color channel, as described above with reference to
The system groups the pixel data for each color channel into sub-groups of pixel data (step 2004). Each sub-group includes one or more bits of pixel data. Various grouping techniques can be used, for example, the algorithm described above with reference to
The system displays the pixel according to a sequence for the sub-groups of pixel data (step 2006). The sequence separates each pair of sub-groups for a given color channel by at least one sub-group for another color channel, for example, as described above with reference to
The system displays the pixel by generating bit plane data from the sequence of grouped pixel data and provides the bit plane data to a display device. In some implementations, the system displays the pixel by retrieving pixel data in sequence from a frame buffer where the bits have already been grouped. In alternative implementations, the system displays the pixel by retrieving pixel data from a traditional frame buffer in an order determined by the sub-groups and the sequence. For example, a pulse width modulator can reorder the data as appropriate.
The system receives pixel data for a pixel and a color channel (step 2102). The pixel data includes an initial set of bits, where each bit has a value (e.g., one or zero) and a weight. The pixel data can be received, for example, from a dither processor corresponding to each color channel, as described above with reference to
The system generates a modified plurality of bits (step 2104). The modified plurality of bits corresponds to the initial set of bits, with some parent bits replaced with child bits, for example, as described above with reference to
The system then displays the pixel according to the modified plurality of bits and an order (step 2106). The order can separate two bits in the modified plurality of bits with a weight above a first threshold by at least one bit with a weight below a second threshold (e.g., can separate bits with a higher weight by at least one bit with a lower weight), for example, by grouping bits with higher weights with bits with lower weights as described above with reference to
Embodiments of the subject matter and the operations described in this specification can be implemented in digital electronic circuitry, or in computer software, firmware, or hardware, including the structures disclosed in this specification and their structural equivalents, or in combinations of one or more of them. Embodiments of the subject matter described in this specification can be implemented as one or more computer programs, i.e., one or more modules of computer program instructions, encoded on a computer storage medium for execution by, or to control the operation of, data processing apparatus. A computer storage medium can be, or be included in, a computer-readable storage device, a computer-readable storage substrate, a random or serial access memory array or device, or a combination of one or more of them. Moreover, while a computer storage medium is not a propagated signal, a computer storage medium can be a source or destination of computer program instructions encoded in an artificially-generated propagated signal. The computer storage medium can also be, or be included in, one or more separate physical components or media (e.g., multiple CDs, disks, or other storage devices).
The operations described in this specification can be implemented as operations performed by a data processing apparatus on data stored on one or more computer-readable storage devices or received from other sources.
The term “data processing apparatus” encompasses all kinds of apparatus, devices, and machines for processing data, including by way of example a programmable processor, a digital signal processor, a computer, a system on a chip, or multiple ones, or combinations, of the foregoing The apparatus can include special purpose logic circuitry, e.g., an FPGA (field programmable gate array) or an ASIC (application-specific integrated circuit). The apparatus can also include, in addition to hardware, code that creates an execution environment for the computer program in question, e.g., code that constitutes processor firmware, a protocol stack, a database management system, an operating system, a cross-platform runtime environment, a virtual machine, or a combination of one or more of them. The apparatus and execution environment can realize various different computing model infrastructures, such as web services, distributed computing and grid computing infrastructures.
A computer program (also known as a program, software, software application, script, or code) can be written in any form of programming language, including compiled or interpreted languages, declarative or procedural languages, and it can be deployed in any form, including as a stand-alone program or as a module, component, subroutine, object, or other unit suitable for use in a computing environment. A computer program may, but need not, correspond to a file in a file system. A program can be stored in a portion of a file that holds other programs or data (e.g., one or more scripts stored in a markup language document), in a single file dedicated to the program in question, or in multiple coordinated files (e.g., files that store one or more modules, sub-programs, or portions of code). A computer program can be deployed to be executed on one computer or on multiple computers that are located at one site or distributed across multiple sites and interconnected by a communication network.
The processes and logic flows described in this specification can be performed by one or more programmable processors executing one or more computer programs to perform actions by operating on input data and generating output. The processes and logic flows can also be performed by, and apparatus can also be implemented as, special purpose logic circuitry, e.g., an FPGA (field programmable gate array) or an ASIC (application-specific integrated circuit).
Processors suitable for the execution of a computer program include, by way of example, both general and special purpose microprocessors, and any one or more processors of any kind of digital computer, including, for example, a digital signal processor. Generally, a processor will receive instructions and data from a read-only memory or a random access memory or both. The essential elements of a computer are a processor for performing actions in accordance with instructions and one or more memory devices for storing instructions and data. Generally, a computer will also include, or be operatively coupled to receive data from or transfer data to, or both, one or more mass storage devices for storing data, e.g., magnetic, magneto-optical disks, or optical disks. However, a computer need not have such devices. Moreover, a computer can be embedded in another device, e.g., a mobile telephone, a personal digital assistant (PDA), a mobile audio or video player, a game console, a Global Positioning System (GPS) receiver, or a portable storage device (e.g., a universal serial bus (USB) flash drive), to name just a few. Devices suitable for storing computer program instructions and data include all forms of non-volatile memory, media and memory devices, including by way of example semiconductor memory devices, e.g., EPROM, EEPROM, and flash memory devices; magnetic disks, e.g., internal hard disks or removable disks; magneto-optical disks; and CD-ROM and DVD-ROM disks. The processor and the memory can be supplemented by, or incorporated in, special purpose logic circuitry.
While this specification contains many specific implementation details, these should not be construed as limitations on the scope of the invention or of what may be claimed, but rather as descriptions of features specific to particular embodiments of the invention. Certain features that are described in this specification in the context of separate embodiments can also be implemented in combination in a single embodiment. Conversely, various features that are described in the context of a single embodiment can also be implemented in multiple embodiments separately or in any suitable subcombination. Moreover, although features may be described above as acting in certain combinations and even initially claimed as such, one or more features from a claimed combination can in some cases be excised from the combination, and the claimed combination may be directed to a subcombination or variation of a subcombination.
Similarly, while operations are depicted in the drawings in a particular order, this should not be understood as requiring that such operations be performed in the particular order shown or in sequential order, or that all illustrated operations be performed, to achieve desirable results. In certain circumstances, multitasking and parallel processing may be advantageous. Moreover, the separation of various system components in the embodiments described above should not be understood as requiring such separation in all embodiments, and it should be understood that the described program components and systems can generally be integrated together in a single software product or packaged into multiple software products.
Thus, particular embodiments of the invention have been described. Other embodiments are within the scope of the following claims. In some cases, the actions recited in the claims can be performed in a different order and still achieve desirable results. In addition, the processes depicted in the accompanying figures do not necessarily require the particular order shown, or sequential order, to achieve desirable results. In certain implementations, multitasking and parallel processing may be advantageous.
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